Systems and Methods for Profile Management Driven Operations

1. A method for comparing profiles for transmissions over a channel to and/or from a population of user devices, the transmission including a plurality of subcarriers, the method comprising the steps of: determining a first metric representing capacity of user devices using a first profile versus capacity of user devices using a baseline modulation profile; selecting a second profile to replace the first profile; modeling channel measurement data based on the second profile; and calculating, based on the modeled channel measurement data, a second metric representing capacity of user devices using the second profile versus capacity of user devices using the baseline modulation profile.

2. The method of claim 1 , wherein the step of modeling the channel measurement data comprises: (i) altering the original channel measurement data based on historical parameters, (ii) applying probabilistic filters to the original channel measurement data, (iii) using machine learning techniques to alter the original channel measurement data, (iv) replacing segments of data within the original channel measurement data, (v) using data smoothing techniques or missing data replacement techniques, or (vi) combinations thereof.

3. The method of claim 1 further comprising performing one or more of cost-benefit analysis, proactive network maintenance (PNM) analysis, and profile management application (PMA) analysis.

4. The method of claim 1 further comprising replacing the first profile with the second profile when the second metric exceeds the first metric by a set amount.

5. The method of claim 1 further comprising calculating a comparative value of the first metric and the second metric.

6. The method of claim 5 , wherein the comparative value is calculated as: (i) a difference between the first metric and the second metric, (ii) a ratio of the first metric and the second metric, or (iii) a percent change between the first metric and the second metric.

7. The method of claim 5 further comprising using the comparative value to prioritize network maintenance and/or profile changes within a profile management application (PMA).

8. A transmission system for transmitting a plurality of active subcarriers over a channel, comprising: a modem termination system (CMTS) configured to define a plurality of profiles, wherein each of the plurality of profiles includes a particular modulation order; a plurality of modems in operable communication with the modem termination system; and a processor executing non-transitory instructions for comparing profiles by the method of claim 1 .

9. The transmission system of claim 8 further comprising a profile management unit configured to receive channel measurement data from each of the modems and to replace the first profile with the second profile when the second metric exceeds the first metric by a set amount.

10. The transmission system of claim 8 further comprising a profile management unit configured to determine a capacity improvement from replacing the first profile with the second profile, to prepare a service cost estimate for infrastructure work necessary for the MTS to transmit the second profile, and to send a service request when the capacity improvement exceeds the service cost estimate by a set amount.

11. The transmission system of claim 8 , wherein the processor is disposed within the profile management unit.

12. The transmission system of claim 8 , wherein the processor and/or the profile management unit is disposed within the modem termination system.

13. The transmission system of claim 8 , wherein the processor and/or the profile management unit is disposed externally to the modem termination system.

14. The transmission system of claim 8 , wherein the processor calculates a comparative value of the actual channel capacity and the theoretical total channel capacity.

15. The transmission system of claim 14 , wherein the profile management unit is further configured to use the comparative value to prioritize network maintenance and/or profile changes within a profile management application (PMA).

16. A non-transitory computer-readable medium having a plurality of non-transitory instructions executable with a processor for comparing profiles for a transmission over a channel to a population of user devices, the transmission including a plurality of subcarriers, the plurality of non-transitory instructions being executable for: determining a first metric representing capacity of user devices using a first profile versus capacity of user devices using a baseline modulation profile; selecting a second profile to replace the first profile; modeling channel measurement data based on the second profile; and calculating, based on the modeled channel measurement data, a second metric representing capacity of user devices using the second profile versus capacity of user devices using the baseline modulation profile.

17. The non-transitory computer-readable medium of claim 16 , wherein modeling the channel measurement data comprises: (i) altering the original channel measurement data based on historical parameters, (ii) applying probabilistic filters to the original channel measurement data, (iii) using machine learning techniques to alter the original channel measurement data, (iv) replacing segments of data within the original channel measurement data, (v) using data smoothing techniques or missing data replacement techniques, or (vi) combinations thereof.

18. The non-transitory computer-readable medium of claim 16 , wherein the plurality of non-transitory instructions are further executable for calculating a comparative value of the first metric and the second metric.

19. The non-transitory computer-readable medium of claim 18 , wherein the plurality of non-transitory instructions are further executable for using the comparative value to prioritize network maintenance and/or profile changes within a profile management application (PMA).

20. The non-transitory computer-readable medium of claim 16 , wherein the plurality of non-transitory instructions are further executable for replacing the first profile with the second profile when the second metric exceeds the first metric by a set amount.